{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"others_\", \"score\": 0.01171875}, {\"name\": \"outdoor_\", \"score\": 0.015625, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Grey\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\"], \"accentColor\": \"465159\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"person\", \"car\", \"transport\", \"road\", \"woman\", \"bus\", \"standing\", \"truck\", \"front\", \"man\", \"girl\", \"posing\", \"side\", \"board\", \"parking\", \"young\", \"lot\", \"holding\", \"parked\", \"bed\", \"luggage\", \"surfing\", \"street\", \"plane\"], \"captions\": [{\"text\": \"a woman standing in front of a car\", \"confidence\": 0.9458457402472951}]}, \"requestId\": \"802bd700-9211-4037-a7b9-7bbf80e8a6b1\", \"metadata\": {\"height\": 625, \"width\": 500, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://api-linn.cognitiveservices.azure.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"50cf53d569fa40ddb96a7b8ce68093a0\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://dss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=1459307042,2397699953&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'building_', 'score': 0.6484375, 'detail': {'landmarks': []}}, {'name': 'outdoor_', 'score': 0.0234375, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Blue', 'dominantColorBackground': 'Blue', 'dominantColors': ['Blue', 'Black'], 'accentColor': '0E4B91', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['water', 'outdoor', 'river', 'building', 'clock', 'city', 'large', 'body', 'bridge', 'view', 'boat', 'tower', 'lake', 'tall', 'green', 'colorful', 'train', 'flying', 'blue'], 'captions': [{'text': 'a large body of water with a city in the background', 'confidence': 0.885956381969993}]}, 'requestId': '1296f838-5d84-4a97-bf15-bf6ff75c4438', 'metadata': {'height': 274, 'width': 182, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"OIP.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://api-computervvsion-cyl.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://upload.wikimedia.org/wikipedia/commons/9/94/Bloodhound_Puppy.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
